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Field notes from production AI.

Long-form essays from the engineers shipping AI inside payers, hospitals, energy operators and proptech platforms. Written for technology leaders who care more about what runs in production than what trended last week.

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Field notes, sorted by recency.

1463 essays
INSIGHTS Enterprise Data Storage:Understanding YourOptions and theTrade-offs. Your complete enterprise data storagesolutions & options guide that explains… STRATEGY DELIVERY GOVERNANCE SCALE ENTERPRISEDATA
Insights · Apr 16, 2026

Enterprise Data Storage: Understanding Your Options and the Trade-offs

Your complete enterprise data storage solutions & options guide that explains why teams fail at scaling and what trade-offs every leader should understand.

10 min read
INSIGHTS What Is Data Lineage(and Why Do You NeedIt?). Discover the definition of data lineage,how it works, and why regulated… 01 Pilot 02 Team 03 Org 04 Scale DATA LINEAGE
Insights · Apr 16, 2026

What Is Data Lineage (and Why Do You Need It?)

Discover the definition of data lineage, how it works, and why regulated companies rely on it for compliance, governance, and dependable data.

10 min read
INSIGHTS What is DataObservability & Whydo Data Teams NeedIt?. Data observability provides measuredtools for data engineering to ensure… ARCHITECTURE SECURITY RELIABILITY COST DATAOBSERVABILITY
Insights · Apr 15, 2026

What is Data Observability & Why do Data Teams Need It?

Data observability provides measured tools for data engineering to ensure that the pipelines are reliable and can be scaled up.

10 min read
INSIGHTS Cloud InfrastructureManagement: How to StopFlying Blind with YourData Stack. Cloud infrastructure management providesdata teams with greater visibility and… ARCHITECTURE SECURITY RELIABILITY COST CLOUDINFRASTRUCTURE
Insights · Apr 15, 2026

Cloud Infrastructure Management: How to Stop Flying Blind with Your Data Stack

Cloud infrastructure management provides data teams with greater visibility and helps to keep costs down while enabling scaling. The guide describes tools, strategies, and best practices.

9 min read
INSIGHTS Data CentreInfrastructureManagement: An In-DepthGuide For DCIM. Find out about data centreinfrastructure management, ways to use… DATACENTRE DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Apr 15, 2026

Data Centre Infrastructure Management: An In-Depth Guide For DCIM

Find out about data centre infrastructure management, ways to use DCIM tools, benefits associated with using said tools and how to find the right fit for your organisation.

8 min read
INSIGHTS Cloud or On-Premise DataInfrastructure - How ToDecide in 2026. Comparison of cloud and on-premiseinfrastructure. Learn how to compare… ASSESS ADOPT OPTIMIZE GOVERN
Insights · Apr 15, 2026

Cloud or On-Premise Data Infrastructure - How To Decide in 2026

Comparison of cloud and on-premise infrastructure. Learn how to compare costs and scalability of on-premise and cloud infrastructure.

10 min read
INSIGHTS Data InfrastructureChallenges: The 7 issuesgrowing teams face. Find out about the most troublesomechallenges associated with Data… PLAN BUILD MEASURE IMPROVE DATA
Insights · Apr 15, 2026

Data Infrastructure Challenges: The 7 issues growing teams face

Find out about the most troublesome challenges associated with Data Infrastructure and how Data Engineering leaders can resolve them, allowing scalable Analytics and A.I. systems to take place.

8 min read
INSIGHTS What’s the ModernData Stack?. Get an overview of what the modern datastack is, how it functions in practice… PEOPLE PROCESS PLATFORM PRACTICE MODERN DATA
Insights · Apr 15, 2026

What’s the Modern Data Stack?

Get an overview of what the modern data stack is, how it functions in practice, and some of the important factors for selecting components that will be part of implementing your own data warehouse…

10 min read
INSIGHTS Selecting the Right DataWarehouse in 2026:Comparing Snowflake,BigQuery and Redshift. A VP or Head of Data has a tough taskwhen it comes to choosing between… SELECTINGRIGHT DO Define ownership earlyMeasure before scalingBuild for observability AVOID Unclear accountabilityPremature optimizationBlack-box systems
Insights · Apr 15, 2026

Selecting the Right Data Warehouse in 2026: Comparing Snowflake, BigQuery and Redshift

A VP or Head of Data has a tough task when it comes to choosing between Snowflake, BigQuery or Redshift for their data warehouse in 2026. This article aims to provide an overview of each option so…

12 min read
INSIGHTS What Is The DifferenceBetween DataInfrastructure and DataArchitecture?. Discover the differences between datainfrastructure and architecture and… PLAN BUILD MEASURE IMPROVE DIFFERENCE
Insights · Apr 14, 2026

What Is The Difference Between Data Infrastructure and Data Architecture?

Discover the differences between data infrastructure and architecture and learn about their various components, tools used, best practices, and how they can be scaled for modern systems.

8 min read
INSIGHTS Enterprise DataArchitecture: AComplete 2026 Guide. An all-inclusive guide to developingenterprise data architecture for 2026… 01 Assess 02 Design 03 Ship 04 Operate
Insights · Apr 14, 2026

Enterprise Data Architecture: A Complete 2026 Guide

An all-inclusive guide to developing enterprise data architecture for 2026. This guide provides all the information you need on frameworks and components of an enterprise data architecture to…

8 min read
INSIGHTS Data Pipeline BestPractices: HowHigh-Reliability TeamsBuild Pipelines. Discover how to improve your datapipeline process to achieve high… MODEL DEPLOY MONITOR ITERATE DATA
Insights · Apr 14, 2026

Data Pipeline Best Practices: How High-Reliability Teams Build Pipelines

Discover how to improve your data pipeline process to achieve high reliability using architecture, tools, automation, and reliability strategies.

6 min read
TECHNOLOGY Data Mesh ArchitectureExplained: What It Meansfor Your Data Platform. Find out how data mesh architectureadvances data platforms through domain… 100% EFFORT MIX Strategy 32% Engineering 26% Governance 24% Enablement 18%
Insights · Apr 14, 2026

Data Mesh Architecture Explained: What It Means for Your Data Platform

Find out how data mesh architecture advances data platforms through domain ownership, scalability and real-world implementation techniques.

11 min read
TECHNOLOGY What Is DataInfrastructure? AComplete Guide forEngineering Teams. Understand what data infrastructure is,its core components, tools, and best… DATAINFRASTRUCTURE DO Start from metricsShip incrementallyAutomate the guardrails AVOID Big-bang rolloutsSkipping discoveryManual, ad-hoc checks
Insights · Apr 14, 2026

What Is Data Infrastructure? A Complete Guide for Engineering Teams

Understand what data infrastructure is, its core components, tools, and best practices for building scalable, AI-ready systems.

9 min read
AI AGENTS AI Agent ROI andExecutive Strategy:Modeling Impact andBuilding an AI-First…. Learn how to model AI agent ROI, justifyinvestment to executives, and build a… DESIGN SHIP OBSERVE REFINE AI
Insights · Mar 9, 2026

AI Agent ROI and Executive Strategy: Modeling Impact and Building an AI-First Advantage

Learn how to model AI agent ROI, justify investment to executives, and build a sustainable AI-first strategy that delivers productivity, efficiency, and long-term advantage.

8 min read
AI AGENTS Scaling AI Agents AcrossEngineeringOrganizations: OperatingModels and AI-First Team…. Learn how to scale AI agents acrossengineering teams, integrate them into… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Mar 9, 2026

Scaling AI Agents Across Engineering Organizations: Operating Models and AI-First Team Architecture

Learn how to scale AI agents across engineering teams, integrate them into workflows, and build AI-first operating models for modern software organizations.

8 min read
AI AGENTS AI Agent DeploymentModels: Cloud vs Hybridvs On-PremInfrastructure for…. Explore AI agent deployment modelsincluding cloud, hybrid, and on-premise… 100% EFFORT MIX Build 32% Integrate 26% Secure 24% Operate 18%
Insights · Mar 9, 2026

AI Agent Deployment Models: Cloud vs Hybrid vs On-Prem Infrastructure for Scaling Agentic Systems

Explore AI agent deployment models including cloud, hybrid, and on-premise infrastructure. Learn how to scale agentic systems with the right strategy for security, latency, and cost.

8 min read
AI AGENTS AI Agent Security &Governance: Risk Models,Guardrails, Compliance,and AI Security Posture…. Learn how to secure AI agents with riskmodels, guardrails, governance… FOUNDATIONS IMPLEMENTATION OPTIMIZATION IMPACT
Insights · Mar 9, 2026

AI Agent Security & Governance: Risk Models, Guardrails, Compliance, and AI Security Posture Management

Learn how to secure AI agents with risk models, guardrails, governance frameworks, compliance strategies, and AI Security Posture Management for enterprise systems.

9 min read
AI AGENTS What Is an AI Agent?Definitions, Types,ArchitectureFoundations, and What…. Learn what AI agents are, how they work,their architecture, and types. A… 01 Ad hoc 02 Managed 03 Defined 04 Optimized AI AGENT
Insights · Mar 9, 2026

What Is an AI Agent? Definitions, Types, Architecture Foundations, and What Actually Changes for CTOs

Learn what AI agents are, how they work, their architecture, and types. A practical guide for CTOs to understand agentic AI systems and real-world applications.

8 min read
AI AGENTS Real-World AI Agent UseCases in SoftwareEngineering: From CodeReviews to Autonomous…. Explore real-world AI agent use cases insoftware engineering, from code reviews… ARCHITECTURE SECURITY RELIABILITY COST REAL WORLD
Insights · Mar 6, 2026

Real-World AI Agent Use Cases in Software Engineering: From Code Reviews to Autonomous DevOps

Explore real-world AI agent use cases in software engineering, from code reviews and debugging to DevOps automation and infrastructure monitoring.

8 min read
AI AGENTS AI Agent Frameworks andPlatforms: HowEngineering Teams BuildProduction-Ready Agent…. Explore AI agent frameworks andplatforms like LangChain and AutoGen to… DESIGN SHIP OBSERVE REFINE AI
Insights · Mar 6, 2026

AI Agent Frameworks and Platforms: How Engineering Teams Build Production-Ready Agent Systems

Explore AI agent frameworks and platforms like LangChain and AutoGen to build scalable, reliable, and production-ready agent systems.

7 min read
AI AGENTS The Future of AgenticSoftware Systems: How AIAgents Will ReshapeEngineering…. Explore how AI agents will transformengineering teams, workflows, and… DISCOVERY DESIGN DELIVERY SCALE
Insights · Mar 6, 2026

The Future of Agentic Software Systems: How AI Agents Will Reshape Engineering Organizations

Explore how AI agents will transform engineering teams, workflows, and software systems with agentic infrastructure and multi-agent ecosystems.

10 min read
AI AGENTS The AI Agent Stack:Infrastructure, Models,Memory, andOrchestration Explained. Learn the AI agent stack, includingmodels, memory, orchestration, and… MODEL DEPLOY MONITOR ITERATE AI
Insights · Mar 6, 2026

The AI Agent Stack: Infrastructure, Models, Memory, and Orchestration Explained

Learn the AI agent stack, including models, memory, orchestration, and infrastructure, to build scalable and reliable agent systems.

8 min read
AI AGENTS AI Agents for EnterpriseOperations: TransformingIncident Response,Infrastructure…. Discover how AI agents transformenterprise operations, incident… DESIGN SHIP OBSERVE REFINE AI
Insights · Mar 6, 2026

AI Agents for Enterprise Operations: Transforming Incident Response, Infrastructure Monitoring, and Business Workflows

Discover how AI agents transform enterprise operations, incident response, infrastructure monitoring, and DevOps workflows for faster resolution.

10 min read
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